--- title: List patterns clustered points description: Datadog, the leading service for cloud-scale monitoring. breadcrumbs: Docs > API Reference > LLM Observability --- # List patterns clustered points{% #list-patterns-clustered-points %} Copy pageCopied {% tab title="v2" %} **Note**: This endpoint is in preview and is subject to change. If you have any feedback, contact [Datadog support](https://docs.datadoghq.com/help/). | Datadog site | API endpoint | | ----------------- | ------------------------------------------------------------------------------------ | | ap1.datadoghq.com | GET https://api.ap1.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | ap2.datadoghq.com | GET https://api.ap2.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | app.datadoghq.eu | GET https://api.datadoghq.eu/api/v2/llm-obs/v1/topic-discovery-clustered-points | | app.ddog-gov.com | GET https://api.ddog-gov.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | us2.ddog-gov.com | GET https://api.us2.ddog-gov.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | uk1.datadoghq.com | GET https://api.uk1.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | app.datadoghq.com | GET https://api.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | us3.datadoghq.com | GET https://api.us3.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | | us5.datadoghq.com | GET https://api.us5.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points | ### Overview List the data points grouped into a topic. For a parent topic, points from all of its leaf topics are returned. ### Arguments #### Query Strings | Name | Type | Description | | -------------------------- | ------- | --------------------------------------------------------------- | | topic_id [*required*] | string | The ID of the topic to retrieve clustered points for. | | page_size | integer | Maximum number of clustered points to return per page. | | page_token | string | Pagination token to retrieve the next page of clustered points. | ### Response {% tab title="200" %} OK {% tab title="Model" %} Response containing the clustered points of an LLM Observability topic. | Parent field | Field | Type | Description | | ------------ | --------------------------------- | -------- | -------------------------------------------------------------------------------------------------------------------------- | | | data [*required*] | object | Data object of an LLM Observability patterns clustered points response. | | data | attributes [*required*] | object | Attributes of an LLM Observability patterns clustered points response. | | attributes | next_page_token [*required*] | string | Pagination token for the next page of points. Null if there are no more pages. | | attributes | points [*required*] | [object] | List of clustered points. | | points | event_id [*required*] | string | Identifier of the source event. | | points | id [*required*] | string | Unique identifier of the clustered point. | | points | input [*required*] | string | Input text of the source span. | | points | is_included [*required*] | boolean | Whether the point is included in the patterns dataset. | | points | is_suggested [*required*] | boolean | Whether the point is suggested for inclusion in the patterns dataset. | | points | session_id [*required*] | string | Identifier of the source session. | | points | span_id [*required*] | string | Identifier of the source span. | | points | topic_id [*required*] | string | Identifier of the topic the point belongs to. | | attributes | topic_id [*required*] | string | Identifier of the topic the points belong to. | | data | id [*required*] | string | Identifier of the topic the points belong to. | | data | type [*required*] | enum | Resource type of an LLM Observability patterns clustered points response. Allowed enum values: `clustered_points_response` | {% /tab %} {% tab title="Example" %} ```json { "data": { "attributes": { "next_page_token": "eyJvZmZzZXQiOjUwfQ==", "points": [ { "event_id": "AAAAAYabc123", "id": "9b0c1d2e-3f40-5a61-b728-c9d0e1f2a3b4", "input": "How do I get a refund?", "is_included": false, "is_suggested": true, "session_id": "session-7c3f5a1b", "span_id": "1234567890123456789", "topic_id": "5c1fae90-2b6d-4e3a-9f12-7a0c4d8e6b21" } ], "topic_id": "5c1fae90-2b6d-4e3a-9f12-7a0c4d8e6b21" }, "id": "5c1fae90-2b6d-4e3a-9f12-7a0c4d8e6b21", "type": "clustered_points_response" } } ``` {% /tab %} {% /tab %} {% tab title="400" %} Bad Request {% tab title="Model" %} API error response. | Parent field | Field | Type | Description | | ------------ | ------------------------ | -------- | ------------------------------------------------------------------------------- | | | errors [*required*] | [object] | A list of errors. | | errors | detail | string | A human-readable explanation specific to this occurrence of the error. | | errors | meta | object | Non-standard meta-information about the error | | errors | source | object | References to the source of the error. | | source | header | string | A string indicating the name of a single request header which caused the error. | | source | parameter | string | A string indicating which URI query parameter caused the error. | | source | pointer | string | A JSON pointer to the value in the request document that caused the error. | | errors | status | string | Status code of the response. | | errors | title | string | Short human-readable summary of the error. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ { "detail": "Missing required attribute in body", "meta": {}, "source": { "header": "Authorization", "parameter": "limit", "pointer": "/data/attributes/title" }, "status": "400", "title": "Bad Request" } ] } ``` {% /tab %} {% /tab %} {% tab title="401" %} Unauthorized {% tab title="Model" %} API error response. | Parent field | Field | Type | Description | | ------------ | ------------------------ | -------- | ------------------------------------------------------------------------------- | | | errors [*required*] | [object] | A list of errors. | | errors | detail | string | A human-readable explanation specific to this occurrence of the error. | | errors | meta | object | Non-standard meta-information about the error | | errors | source | object | References to the source of the error. | | source | header | string | A string indicating the name of a single request header which caused the error. | | source | parameter | string | A string indicating which URI query parameter caused the error. | | source | pointer | string | A JSON pointer to the value in the request document that caused the error. | | errors | status | string | Status code of the response. | | errors | title | string | Short human-readable summary of the error. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ { "detail": "Missing required attribute in body", "meta": {}, "source": { "header": "Authorization", "parameter": "limit", "pointer": "/data/attributes/title" }, "status": "400", "title": "Bad Request" } ] } ``` {% /tab %} {% /tab %} {% tab title="403" %} Forbidden {% tab title="Model" %} API error response. | Parent field | Field | Type | Description | | ------------ | ------------------------ | -------- | ------------------------------------------------------------------------------- | | | errors [*required*] | [object] | A list of errors. | | errors | detail | string | A human-readable explanation specific to this occurrence of the error. | | errors | meta | object | Non-standard meta-information about the error | | errors | source | object | References to the source of the error. | | source | header | string | A string indicating the name of a single request header which caused the error. | | source | parameter | string | A string indicating which URI query parameter caused the error. | | source | pointer | string | A JSON pointer to the value in the request document that caused the error. | | errors | status | string | Status code of the response. | | errors | title | string | Short human-readable summary of the error. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ { "detail": "Missing required attribute in body", "meta": {}, "source": { "header": "Authorization", "parameter": "limit", "pointer": "/data/attributes/title" }, "status": "400", "title": "Bad Request" } ] } ``` {% /tab %} {% /tab %} {% tab title="404" %} Not Found {% tab title="Model" %} API error response. | Parent field | Field | Type | Description | | ------------ | ------------------------ | -------- | ------------------------------------------------------------------------------- | | | errors [*required*] | [object] | A list of errors. | | errors | detail | string | A human-readable explanation specific to this occurrence of the error. | | errors | meta | object | Non-standard meta-information about the error | | errors | source | object | References to the source of the error. | | source | header | string | A string indicating the name of a single request header which caused the error. | | source | parameter | string | A string indicating which URI query parameter caused the error. | | source | pointer | string | A JSON pointer to the value in the request document that caused the error. | | errors | status | string | Status code of the response. | | errors | title | string | Short human-readable summary of the error. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ { "detail": "Missing required attribute in body", "meta": {}, "source": { "header": "Authorization", "parameter": "limit", "pointer": "/data/attributes/title" }, "status": "400", "title": "Bad Request" } ] } ``` {% /tab %} {% /tab %} {% tab title="429" %} Too many requests {% tab title="Model" %} API error response. | Field | Type | Description | | ------------------------ | -------- | ----------------- | | errors [*required*] | [string] | A list of errors. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ "Bad Request" ] } ``` {% /tab %} {% /tab %} {% tab title="500" %} Internal Server Error {% tab title="Model" %} API error response. | Parent field | Field | Type | Description | | ------------ | ------------------------ | -------- | ------------------------------------------------------------------------------- | | | errors [*required*] | [object] | A list of errors. | | errors | detail | string | A human-readable explanation specific to this occurrence of the error. | | errors | meta | object | Non-standard meta-information about the error | | errors | source | object | References to the source of the error. | | source | header | string | A string indicating the name of a single request header which caused the error. | | source | parameter | string | A string indicating which URI query parameter caused the error. | | source | pointer | string | A JSON pointer to the value in the request document that caused the error. | | errors | status | string | Status code of the response. | | errors | title | string | Short human-readable summary of the error. | {% /tab %} {% tab title="Example" %} ```json { "errors": [ { "detail": "Missing required attribute in body", "meta": {}, "source": { "header": "Authorization", "parameter": "limit", "pointer": "/data/attributes/title" }, "status": "400", "title": "Bad Request" } ] } ``` {% /tab %} {% /tab %} ### Code Example ##### \# Required query arguments export topic_id="5c1fae90-2b6d-4e3a-9f12-7a0c4d8e6b21" \# Curl command curl -X GET "https://api.datadoghq.com/api/v2/llm-obs/v1/topic-discovery-clustered-points?topic_id=${topic_id}" \ -H "Accept: application/json" \ -H "DD-API-KEY: ${DD_API_KEY}" \ -H "DD-APPLICATION-KEY: ${DD_APP_KEY}" ##### ```python """ List patterns clustered points returns "OK" response """ from datadog_api_client import ApiClient, Configuration from datadog_api_client.v2.api.llm_observability_api import LLMObservabilityApi configuration = Configuration() configuration.unstable_operations["list_llm_obs_patterns_clustered_points"] = True with ApiClient(configuration) as api_client: api_instance = LLMObservabilityApi(api_client) response = api_instance.list_llm_obs_patterns_clustered_points( topic_id="topic_id", ) print(response) ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=python) and then save the example to `example.py` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" python3 "example.py" ##### ```ruby # List patterns clustered points returns "OK" response require "datadog_api_client" DatadogAPIClient.configure do |config| config.unstable_operations["v2.list_llm_obs_patterns_clustered_points".to_sym] = true end api_instance = DatadogAPIClient::V2::LLMObservabilityAPI.new p api_instance.list_llm_obs_patterns_clustered_points("topic_id") ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=ruby) and then save the example to `example.rb` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" rb "example.rb" ##### ```go // List patterns clustered points returns "OK" response package main import ( "context" "encoding/json" "fmt" "os" "github.com/DataDog/datadog-api-client-go/v2/api/datadog" "github.com/DataDog/datadog-api-client-go/v2/api/datadogV2" ) func main() { ctx := datadog.NewDefaultContext(context.Background()) configuration := datadog.NewConfiguration() configuration.SetUnstableOperationEnabled("v2.ListLLMObsPatternsClusteredPoints", true) apiClient := datadog.NewAPIClient(configuration) api := datadogV2.NewLLMObservabilityApi(apiClient) resp, r, err := api.ListLLMObsPatternsClusteredPoints(ctx, "topic_id", *datadogV2.NewListLLMObsPatternsClusteredPointsOptionalParameters()) if err != nil { fmt.Fprintf(os.Stderr, "Error when calling `LLMObservabilityApi.ListLLMObsPatternsClusteredPoints`: %v\n", err) fmt.Fprintf(os.Stderr, "Full HTTP response: %v\n", r) } responseContent, _ := json.MarshalIndent(resp, "", " ") fmt.Fprintf(os.Stdout, "Response from `LLMObservabilityApi.ListLLMObsPatternsClusteredPoints`:\n%s\n", responseContent) } ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=go) and then save the example to `main.go` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" go run "main.go" ##### ```java // List patterns clustered points returns "OK" response import com.datadog.api.client.ApiClient; import com.datadog.api.client.ApiException; import com.datadog.api.client.v2.api.LlmObservabilityApi; import com.datadog.api.client.v2.model.LLMObsPatternsClusteredPointsResponse; public class Example { public static void main(String[] args) { ApiClient defaultClient = ApiClient.getDefaultApiClient(); defaultClient.setUnstableOperationEnabled("v2.listLLMObsPatternsClusteredPoints", true); LlmObservabilityApi apiInstance = new LlmObservabilityApi(defaultClient); try { LLMObsPatternsClusteredPointsResponse result = apiInstance.listLLMObsPatternsClusteredPoints("5c1fae90-2b6d-4e3a-9f12-7a0c4d8e6b21"); System.out.println(result); } catch (ApiException e) { System.err.println( "Exception when calling LlmObservabilityApi#listLLMObsPatternsClusteredPoints"); System.err.println("Status code: " + e.getCode()); System.err.println("Reason: " + e.getResponseBody()); System.err.println("Response headers: " + e.getResponseHeaders()); e.printStackTrace(); } } } ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=java) and then save the example to `Example.java` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" java "Example.java" ##### ```rust // List patterns clustered points returns "OK" response use datadog_api_client::datadog; use datadog_api_client::datadogV2::api_llm_observability::LLMObservabilityAPI; use datadog_api_client::datadogV2::api_llm_observability::ListLLMObsPatternsClusteredPointsOptionalParams; #[tokio::main] async fn main() { let mut configuration = datadog::Configuration::new(); configuration.set_unstable_operation_enabled("v2.ListLLMObsPatternsClusteredPoints", true); let api = LLMObservabilityAPI::with_config(configuration); let resp = api .list_llm_obs_patterns_clustered_points( "topic_id".to_string(), ListLLMObsPatternsClusteredPointsOptionalParams::default(), ) .await; if let Ok(value) = resp { println!("{:#?}", value); } else { println!("{:#?}", resp.unwrap_err()); } } ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=rust) and then save the example to `src/main.rs` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" cargo run ##### ```typescript /** * List patterns clustered points returns "OK" response */ import { client, v2 } from "@datadog/datadog-api-client"; const configuration = client.createConfiguration(); configuration.unstableOperations["v2.listLLMObsPatternsClusteredPoints"] = true; const apiInstance = new v2.LLMObservabilityApi(configuration); const params: v2.LLMObservabilityApiListLLMObsPatternsClusteredPointsRequest = { topicId: "topic_id", }; apiInstance .listLLMObsPatternsClusteredPoints(params) .then((data: v2.LLMObsPatternsClusteredPointsResponse) => { console.log( "API called successfully. Returned data: " + JSON.stringify(data) ); }) .catch((error: any) => console.error(error)); ``` #### Instructions First [install the library and its dependencies](https://docs.datadoghq.com/api/latest.md?code-lang=typescript) and then save the example to `example.ts` and run following commands: DD_SITE="datadoghq.com" DD_API_KEY="" DD_APP_KEY="" tsc "example.ts" {% /tab %}